537_houses

Dataset statistics

Number of variables	9
Number of observations	20640
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	72.0 B

Variable types

NUM	9

Reproduction

Analysis started	2020-08-25 00:02:41.017466
Analysis finished	2020-08-25 00:02:55.109927
Duration	14.09 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`total_bedrooms` is highly correlated with `total_rooms` and 1 other fields	High correlation
`total_rooms` is highly correlated with `total_bedrooms` and 1 other fields	High correlation
`households` is highly correlated with `total_rooms` and 2 other fields	High correlation
`population` is highly correlated with `households`	High correlation
`longitude` is highly correlated with `latitude`	High correlation
`latitude` is highly correlated with `longitude`	High correlation

median_income
Real number (ℝ_≥0)

Distinct count	12928
Unique (%)	62.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.8706710030346416
Minimum	0.4999000132083893
Maximum	15.000100135803224
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	0.4999000132
5-th percentile	1.600570005
Q1	2.563399971
median	3.534799933
Q3	4.743250132
95-th percentile	7.300305104
Maximum	15.00010014
Range	14.50020012
Interquartile range (IQR)	2.179850161

Descriptive statistics

Standard deviation	1.899821718
Coefficient of variation (CV)	0.4908249027
Kurtosis	4.952524208
Mean	3.870671003
Median Absolute Deviation (MAD)	1.064200044
Skewness	1.646656713
Sum	79890.6495
Variance	3.609322562

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.125	49	0.2%
15.00010014	49	0.2%
2.875	46	0.2%
2.625	44	0.2%
4.125	44	0.2%
3.875	41	0.2%
3.375	38	0.2%
3	38	0.2%
4	37	0.2%
3.625	37	0.2%
4.375	35	0.2%
2.125	33	0.2%
2.375	32	0.2%
4.625	31	0.2%
3.5	30	0.1%
2.25	29	0.1%
4.875	29	0.1%
3.25	29	0.1%
1.625	29	0.1%
3.75	29	0.1%
2.5	28	0.1%
4.25	28	0.1%
3.6875	26	0.1%
2.75	25	0.1%
4.5	24	0.1%
Other values (12903)	19780	95.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4999000132	12	0.1%
0.5360000134	10	< 0.1%
0.5494999886	1	< 0.1%
0.6432999969	1	< 0.1%
0.6775000095	1	< 0.1%
0.6825000048	1	< 0.1%
0.6830999851	1	< 0.1%
0.69599998	1	< 0.1%
0.6991000175	1	< 0.1%
0.700699985	1	< 0.1%

Value	Count	Frequency (%)
15.00010014	49	0.2%
15	2	< 0.1%
14.90089989	1	< 0.1%
14.58329964	1	< 0.1%
14.4218998	1	< 0.1%
14.41129971	1	< 0.1%
14.29590034	1	< 0.1%
14.28670025	1	< 0.1%
13.94699955	1	< 0.1%
13.85560036	1	< 0.1%

housing_median_age
Real number (ℝ_≥0)

Distinct count	52
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.639486434108527
Minimum	1.0
Maximum	52.0
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	18
median	29
Q3	37
95-th percentile	52
Maximum	52
Range	51
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	12.58555761
Coefficient of variation (CV)	0.4394477408
Kurtosis	-0.8006288536
Mean	28.63948643
Median Absolute Deviation (MAD)	10
Skewness	0.0603306376
Sum	591119
Variance	158.3962604

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
52	1273	6.2%
36	862	4.2%
35	824	4.0%
16	771	3.7%
17	698	3.4%
34	689	3.3%
26	619	3.0%
33	615	3.0%
18	570	2.8%
25	566	2.7%
32	565	2.7%
37	537	2.6%
15	512	2.5%
19	502	2.4%
27	488	2.4%
24	478	2.3%
30	476	2.3%
28	471	2.3%
20	465	2.3%
29	461	2.2%
31	458	2.2%
23	448	2.2%
21	446	2.2%
14	412	2.0%
22	399	1.9%
Other values (27)	6035	29.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	58	0.3%
3	62	0.3%
4	191	0.9%
5	244	1.2%
6	160	0.8%
7	175	0.8%
8	206	1.0%
9	205	1.0%
10	264	1.3%

Value	Count	Frequency (%)
52	1273	6.2%
51	48	0.2%
50	136	0.7%
49	134	0.6%
48	177	0.9%
47	198	1.0%
46	245	1.2%
45	294	1.4%
44	356	1.7%
43	353	1.7%

total_rooms
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5926
Unique (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2635.7630813953488
Minimum	2.0
Maximum	39320.0
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	2
5-th percentile	620.95
Q1	1447.75
median	2127
Q3	3148
95-th percentile	6213.2
Maximum	39320
Range	39318
Interquartile range (IQR)	1700.25

Descriptive statistics

Standard deviation	2181.615252
Coefficient of variation (CV)	0.8276977802
Kurtosis	32.630927
Mean	2635.763081
Median Absolute Deviation (MAD)	797
Skewness	4.147343451
Sum	54402150
Variance	4759445.106

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1527	18	0.1%
1613	17	0.1%
1582	17	0.1%
2127	16	0.1%
1703	15	0.1%
1471	15	0.1%
2053	15	0.1%
1722	15	0.1%
1607	15	0.1%
1717	15	0.1%
1787	14	0.1%
1705	14	0.1%
1743	14	0.1%
1650	14	0.1%
1880	14	0.1%
1731	14	0.1%
1745	14	0.1%
1724	14	0.1%
1562	14	0.1%
1808	13	0.1%
1999	13	0.1%
1551	13	0.1%
1748	13	0.1%
1649	13	0.1%
1701	13	0.1%
Other values (5901)	20278	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
15	2	< 0.1%
16	1	< 0.1%
18	4	< 0.1%
19	2	< 0.1%
20	2	< 0.1%

Value	Count	Frequency (%)
39320	1	< 0.1%
37937	1	< 0.1%
32627	1	< 0.1%
32054	1	< 0.1%
30450	1	< 0.1%
30405	1	< 0.1%
30401	1	< 0.1%
28258	1	< 0.1%
27870	1	< 0.1%
27700	1	< 0.1%

total_bedrooms
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1928
Unique (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	537.8980135658915
Minimum	1.0
Maximum	6445.0
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	1
5-th percentile	136
Q1	295
median	435
Q3	647
95-th percentile	1276.05
Maximum	6445
Range	6444
Interquartile range (IQR)	352

Descriptive statistics

Standard deviation	421.2479059
Coefficient of variation (CV)	0.7831371288
Kurtosis	21.92349542
Mean	537.8980136
Median Absolute Deviation (MAD)	163
Skewness	3.453072752
Sum	11102215
Variance	177449.7983

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
280	55	0.3%
331	52	0.3%
343	50	0.2%
345	50	0.2%
393	49	0.2%
394	49	0.2%
309	48	0.2%
348	48	0.2%
328	48	0.2%
314	47	0.2%
272	47	0.2%
399	46	0.2%
291	46	0.2%
388	46	0.2%
295	46	0.2%
317	46	0.2%
313	46	0.2%
322	46	0.2%
346	45	0.2%
287	45	0.2%
365	45	0.2%
290	45	0.2%
284	45	0.2%
340	45	0.2%
390	44	0.2%
Other values (1903)	19461	94.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
3	5	< 0.1%
4	7	< 0.1%
5	6	< 0.1%
6	5	< 0.1%
7	6	< 0.1%
8	8	< 0.1%
9	7	< 0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
6445	1	< 0.1%
6210	1	< 0.1%
5471	1	< 0.1%
5419	1	< 0.1%
5290	1	< 0.1%
5033	1	< 0.1%
5027	1	< 0.1%
4957	1	< 0.1%
4952	1	< 0.1%
4819	1	< 0.1%

population
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	3888
Unique (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1425.4767441860465
Minimum	3.0
Maximum	35682.0
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	3
5-th percentile	348
Q1	787
median	1166
Q3	1725
95-th percentile	3288
Maximum	35682
Range	35679
Interquartile range (IQR)	938

Descriptive statistics

Standard deviation	1132.462122
Coefficient of variation (CV)	0.7944444737
Kurtosis	73.55311639
Mean	1425.476744
Median Absolute Deviation (MAD)	440
Skewness	4.935858227
Sum	29421840
Variance	1282470.457

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
891	25	0.1%
761	24	0.1%
1227	24	0.1%
850	24	0.1%
1052	24	0.1%
825	23	0.1%
999	22	0.1%
782	22	0.1%
1005	22	0.1%
781	21	0.1%
1098	21	0.1%
753	21	0.1%
872	21	0.1%
1056	20	0.1%
1158	20	0.1%
899	20	0.1%
837	20	0.1%
804	20	0.1%
1011	20	0.1%
926	20	0.1%
1155	20	0.1%
1203	20	0.1%
1047	20	0.1%
986	20	0.1%
861	20	0.1%
Other values (3863)	20106	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
8	4	< 0.1%
9	2	< 0.1%
11	1	< 0.1%
13	4	< 0.1%
14	3	< 0.1%
15	2	< 0.1%
17	2	< 0.1%

Value	Count	Frequency (%)
35682	1	< 0.1%
28566	1	< 0.1%
16305	1	< 0.1%
16122	1	< 0.1%
15507	1	< 0.1%
15037	1	< 0.1%
13251	1	< 0.1%
12873	1	< 0.1%
12427	1	< 0.1%
12203	1	< 0.1%

households
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1815
Unique (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	499.5396802325581
Minimum	1.0
Maximum	6082.0
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	1
5-th percentile	125
Q1	280
median	409
Q3	605
95-th percentile	1162
Maximum	6082
Range	6081
Interquartile range (IQR)	325

Descriptive statistics

Standard deviation	382.3297528
Coefficient of variation (CV)	0.7653641301
Kurtosis	22.05798806
Mean	499.5396802
Median Absolute Deviation (MAD)	151
Skewness	3.410437712
Sum	10310499
Variance	146176.0399

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
306	57	0.3%
386	56	0.3%
335	56	0.3%
282	55	0.3%
429	54	0.3%
375	53	0.3%
284	51	0.2%
297	51	0.2%
362	50	0.2%
380	50	0.2%
278	50	0.2%
340	50	0.2%
316	49	0.2%
329	49	0.2%
319	49	0.2%
330	49	0.2%
377	48	0.2%
309	48	0.2%
426	48	0.2%
341	48	0.2%
357	47	0.2%
352	46	0.2%
363	46	0.2%
410	46	0.2%
269	46	0.2%
Other values (1790)	19388	93.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	3	< 0.1%
3	4	< 0.1%
4	4	< 0.1%
5	7	< 0.1%
6	5	< 0.1%
7	10	< 0.1%
8	8	< 0.1%
9	9	< 0.1%
10	7	< 0.1%

Value	Count	Frequency (%)
6082	1	< 0.1%
5358	1	< 0.1%
5189	1	< 0.1%
5050	1	< 0.1%
4930	1	< 0.1%
4855	1	< 0.1%
4769	1	< 0.1%
4616	1	< 0.1%
4490	1	< 0.1%
4372	1	< 0.1%

latitude
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	862
Unique (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.63186143109965
Minimum	32.540000915527344
Maximum	41.95000076293945
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	32.54000092
5-th percentile	32.81999969
Q1	33.93000031
median	34.25999832
Q3	37.70999908
95-th percentile	38.95999908
Maximum	41.95000076
Range	9.409999847
Interquartile range (IQR)	3.779998779

Descriptive statistics

Standard deviation	2.135952381
Coefficient of variation (CV)	0.05994501255
Kurtosis	-1.11775977
Mean	35.63186143
Median Absolute Deviation (MAD)	1.229999542
Skewness	0.4659530068
Sum	735441.6199
Variance	4.562292572

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
34.06000137	244	1.2%
34.04999924	236	1.1%
34.08000183	234	1.1%
34.06999969	231	1.1%
34.04000092	221	1.1%
34.09000015	212	1.0%
34.02000046	208	1.0%
34.09999847	203	1.0%
34.02999878	193	0.9%
33.93000031	181	0.9%
33.93999863	175	0.8%
33.97000122	172	0.8%
33.99000168	168	0.8%
33.88000107	164	0.8%
33.97999954	162	0.8%
34.11000061	162	0.8%
34.15999985	159	0.8%
34.11999893	158	0.8%
34.15000153	157	0.8%
34.00999832	156	0.8%
33.88999939	154	0.7%
34.16999817	154	0.7%
34.13999939	152	0.7%
34	152	0.7%
33.90000153	152	0.7%
Other values (837)	16080	77.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32.54000092	1	< 0.1%
32.54999924	3	< 0.1%
32.56000137	10	< 0.1%
32.56999969	18	0.1%
32.58000183	26	0.1%
32.59000015	11	0.1%
32.59999847	9	< 0.1%
32.61000061	14	0.1%
32.61999893	13	0.1%
32.63000107	18	0.1%

Value	Count	Frequency (%)
41.95000076	2	< 0.1%
41.91999817	1	< 0.1%
41.88000107	1	< 0.1%
41.86000061	3	< 0.1%
41.84000015	1	< 0.1%
41.81999969	1	< 0.1%
41.81000137	2	< 0.1%
41.79999924	3	< 0.1%
41.79000092	1	< 0.1%
41.77999878	3	< 0.1%

longitude
Real number (ℝ)

HIGH CORRELATION

Distinct count	844
Unique (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-119.56970444871473
Minimum	-124.3499984741211
Maximum	-114.30999755859376
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	-124.3499985
5-th percentile	-122.4700012
Q1	-121.8000031
median	-118.4899979
Q3	-118.0100021
95-th percentile	-117.0800018
Maximum	-114.3099976
Range	10.04000092
Interquartile range (IQR)	3.790000916

Descriptive statistics

Standard deviation	2.003531743
Coefficient of variation (CV)	-0.01675618211
Kurtosis	-1.330152327
Mean	-119.5697044
Median Absolute Deviation (MAD)	1.279998779
Skewness	-0.297801235
Sum	-2467918.7
Variance	4.014139445

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-118.3099976	162	0.8%
-118.3000031	160	0.8%
-118.2900009	148	0.7%
-118.2699966	144	0.7%
-118.3199997	142	0.7%
-118.2799988	141	0.7%
-118.3499985	140	0.7%
-118.3600006	138	0.7%
-118.1900024	135	0.7%
-118.25	128	0.6%
-118.3700027	128	0.6%
-118.1999969	126	0.6%
-118.1399994	125	0.6%
-118.2600021	121	0.6%
-118.1299973	121	0.6%
-118.1800003	120	0.6%
-118.3399963	119	0.6%
-118.2099991	118	0.6%
-118.1500015	116	0.6%
-118.1200027	112	0.5%
-118.0999985	109	0.5%
-118.3799973	107	0.5%
-118.4300003	106	0.5%
-118.1699982	106	0.5%
-118.1600037	103	0.5%
Other values (819)	17465	84.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-124.3499985	1	< 0.1%
-124.3000031	2	< 0.1%
-124.2699966	1	< 0.1%
-124.2600021	1	< 0.1%
-124.25	1	< 0.1%
-124.2300034	3	< 0.1%
-124.2200012	1	< 0.1%
-124.2099991	3	< 0.1%
-124.1900024	4	< 0.1%
-124.1800003	6	< 0.1%

Value	Count	Frequency (%)
-114.3099976	1	< 0.1%
-114.4700012	1	< 0.1%
-114.4899979	1	< 0.1%
-114.5500031	1	< 0.1%
-114.5599976	1	< 0.1%
-114.5699997	3	< 0.1%
-114.5800018	2	< 0.1%
-114.5899963	2	< 0.1%
-114.5999985	3	< 0.1%
-114.6100006	3	< 0.1%

target
Real number (ℝ_≥0)

Distinct count	3842
Unique (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	206855.81690891474
Minimum	14999.0
Maximum	500001.0
Zeros	0
Zeros (%)	0.0%
Memory size	161.4 KiB

Quantile statistics

Minimum	14999
5-th percentile	66200
Q1	119600
median	179700
Q3	264725
95-th percentile	489810
Maximum	500001
Range	485002
Interquartile range (IQR)	145125

Descriptive statistics

Standard deviation	115395.6159
Coefficient of variation (CV)	0.55785531
Kurtosis	0.3278702429
Mean	206855.8169
Median Absolute Deviation (MAD)	68400
Skewness	0.9777632739
Sum	4269504061
Variance	1.331614816e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
500001	965	4.7%
137500	122	0.6%
162500	117	0.6%
112500	103	0.5%
187500	93	0.5%
225000	92	0.4%
350000	79	0.4%
87500	78	0.4%
275000	65	0.3%
150000	64	0.3%
175000	63	0.3%
100000	62	0.3%
125000	56	0.3%
67500	55	0.3%
250000	47	0.2%
200000	46	0.2%
118800	39	0.2%
450000	37	0.2%
156300	35	0.2%
212500	33	0.2%
193800	31	0.2%
181300	31	0.2%
300000	30	0.1%
75000	30	0.1%
81300	29	0.1%
Other values (3817)	18238	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14999	4	< 0.1%
17500	1	< 0.1%
22500	4	< 0.1%
25000	1	< 0.1%
26600	1	< 0.1%
26900	1	< 0.1%
27500	1	< 0.1%
28300	1	< 0.1%
30000	2	< 0.1%
32500	4	< 0.1%

Value	Count	Frequency (%)
500001	965	4.7%
500000	27	0.1%
499100	1	< 0.1%
499000	1	< 0.1%
498800	1	< 0.1%
498700	1	< 0.1%
498600	1	< 0.1%
498400	1	< 0.1%
497600	1	< 0.1%
497400	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	median_income	housing_median_age	total_rooms	total_bedrooms	population	households	latitude	longitude	target
0	8.3252	41.0	880.0	129.0	322.0	126.0	37.880001	-122.230003	452600.0
1	8.3014	21.0	7099.0	1106.0	2401.0	1138.0	37.860001	-122.220001	358500.0
2	7.2574	52.0	1467.0	190.0	496.0	177.0	37.849998	-122.239998	352100.0
3	5.6431	52.0	1274.0	235.0	558.0	219.0	37.849998	-122.250000	341300.0
4	3.8462	52.0	1627.0	280.0	565.0	259.0	37.849998	-122.250000	342200.0
5	4.0368	52.0	919.0	213.0	413.0	193.0	37.849998	-122.250000	269700.0
6	3.6591	52.0	2535.0	489.0	1094.0	514.0	37.840000	-122.250000	299200.0
7	3.1200	52.0	3104.0	687.0	1157.0	647.0	37.840000	-122.250000	241400.0
8	2.0804	42.0	2555.0	665.0	1206.0	595.0	37.840000	-122.260002	226700.0
9	3.6912	52.0	3549.0	707.0	1551.0	714.0	37.840000	-122.250000	261100.0

Last rows

	median_income	housing_median_age	total_rooms	total_bedrooms	population	households	latitude	longitude	target
20630	3.5673	11.0	2640.0	505.0	1257.0	445.0	39.290001	-121.320000	112000.0
20631	3.5179	15.0	2655.0	493.0	1200.0	432.0	39.330002	-121.400002	107200.0
20632	3.1250	15.0	2319.0	416.0	1047.0	385.0	39.259998	-121.449997	115600.0
20633	2.5495	27.0	2080.0	412.0	1082.0	382.0	39.189999	-121.529999	98300.0
20634	3.7125	28.0	2332.0	395.0	1041.0	344.0	39.270000	-121.559998	116800.0
20635	1.5603	25.0	1665.0	374.0	845.0	330.0	39.480000	-121.089996	78100.0
20636	2.5568	18.0	697.0	150.0	356.0	114.0	39.490002	-121.209999	77100.0
20637	1.7000	17.0	2254.0	485.0	1007.0	433.0	39.430000	-121.220001	92300.0
20638	1.8672	18.0	1860.0	409.0	741.0	349.0	39.430000	-121.320000	84700.0
20639	2.3886	16.0	2785.0	616.0	1387.0	530.0	39.369999	-121.239998	89400.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows